FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3183303265> ?p ?o ?g. }

• W3183303265 abstract "Math word problem (MWP) solving is the task of transforming a sequence of natural language problem descriptions to executable math equations. An MWP solver not only needs to understand complex scenarios described in the problem texts, but also identify the key mathematical variables and associate text descriptions with math equation logic. Although recent sequence modeling MWP solvers have gained credits on the math-text contextual understanding, pre-trained language models (PLM) have not been explored for solving MWP, considering that PLM trained over free-form texts is limited in representing text references to mathematical logic. In this work, we introduce MWP-BERT to obtain pre-trained token representations that capture the alignment between text description and mathematical logic. Additionally, we introduce a keyword-based prompt matching method to address the MWPs requiring common-sense knowledge. On a benchmark Math23K dataset and a new Ape210k dataset, we show that MWP-BERT outperforms the strongest baseline model by 5-10% improvement on accuracy." @default.
• W3183303265 created "2021-08-02" @default.
• W3183303265 creator A5000755750 @default.
• W3183303265 creator A5007383219 @default.
• W3183303265 creator A5011563523 @default.
• W3183303265 creator A5072350518 @default.
• W3183303265 date "2021-07-28" @default.
• W3183303265 modified "2023-10-05" @default.
• W3183303265 title "MWP-BERT: A Strong Baseline for Math Word Problems" @default.
• W3183303265 cites W1522301498 @default.
• W3183303265 cites W2003505241 @default.
• W3183303265 cites W2072950331 @default.
• W3183303265 cites W2105717194 @default.
• W3183303265 cites W2250769864 @default.
• W3183303265 cites W2251349042 @default.
• W3183303265 cites W2251935656 @default.
• W3183303265 cites W2276364082 @default.
• W3183303265 cites W2475046758 @default.
• W3183303265 cites W2513499049 @default.
• W3183303265 cites W2560750941 @default.
• W3183303265 cites W2626778328 @default.
• W3183303265 cites W2757276219 @default.
• W3183303265 cites W2896457183 @default.
• W3183303265 cites W2898697213 @default.
• W3183303265 cites W2905122540 @default.
• W3183303265 cites W2911489562 @default.
• W3183303265 cites W2951107864 @default.
• W3183303265 cites W2951939640 @default.
• W3183303265 cites W2963510263 @default.
• W3183303265 cites W2964710271 @default.
• W3183303265 cites W2971094176 @default.
• W3183303265 cites W3013838212 @default.
• W3183303265 cites W3030163527 @default.
• W3183303265 cites W3034643750 @default.
• W3183303265 cites W3034865274 @default.
• W3183303265 cites W3037252472 @default.
• W3183303265 cites W3090042532 @default.
• W3183303265 cites W3093543164 @default.
• W3183303265 cites W3101786725 @default.
• W3183303265 cites W3115977017 @default.
• W3183303265 hasPublicationYear "2021" @default.
• W3183303265 type Work @default.
• W3183303265 sameAs 3183303265 @default.
• W3183303265 citedByCount "3" @default.
• W3183303265 countsByYear W31833032652021 @default.
• W3183303265 countsByYear W31833032652022 @default.
• W3183303265 crossrefType "posted-content" @default.
• W3183303265 hasAuthorship W3183303265A5000755750 @default.
• W3183303265 hasAuthorship W3183303265A5007383219 @default.
• W3183303265 hasAuthorship W3183303265A5011563523 @default.
• W3183303265 hasAuthorship W3183303265A5072350518 @default.
• W3183303265 hasConcept C105795698 @default.
• W3183303265 hasConcept C111368507 @default.
• W3183303265 hasConcept C12725497 @default.
• W3183303265 hasConcept C127313418 @default.
• W3183303265 hasConcept C13280743 @default.
• W3183303265 hasConcept C154945302 @default.
• W3183303265 hasConcept C160145156 @default.
• W3183303265 hasConcept C162324750 @default.
• W3183303265 hasConcept C165064840 @default.
• W3183303265 hasConcept C185798385 @default.
• W3183303265 hasConcept C187736073 @default.
• W3183303265 hasConcept C199360897 @default.
• W3183303265 hasConcept C204321447 @default.
• W3183303265 hasConcept C205649164 @default.
• W3183303265 hasConcept C2524010 @default.
• W3183303265 hasConcept C26517878 @default.
• W3183303265 hasConcept C2778112365 @default.
• W3183303265 hasConcept C2778770139 @default.
• W3183303265 hasConcept C2780451532 @default.
• W3183303265 hasConcept C33923547 @default.
• W3183303265 hasConcept C38652104 @default.
• W3183303265 hasConcept C41008148 @default.
• W3183303265 hasConcept C48145219 @default.
• W3183303265 hasConcept C54355233 @default.
• W3183303265 hasConcept C80444323 @default.
• W3183303265 hasConcept C86803240 @default.
• W3183303265 hasConcept C90805587 @default.
• W3183303265 hasConceptScore W3183303265C105795698 @default.
• W3183303265 hasConceptScore W3183303265C111368507 @default.
• W3183303265 hasConceptScore W3183303265C12725497 @default.
• W3183303265 hasConceptScore W3183303265C127313418 @default.
• W3183303265 hasConceptScore W3183303265C13280743 @default.
• W3183303265 hasConceptScore W3183303265C154945302 @default.
• W3183303265 hasConceptScore W3183303265C160145156 @default.
• W3183303265 hasConceptScore W3183303265C162324750 @default.
• W3183303265 hasConceptScore W3183303265C165064840 @default.
• W3183303265 hasConceptScore W3183303265C185798385 @default.
• W3183303265 hasConceptScore W3183303265C187736073 @default.
• W3183303265 hasConceptScore W3183303265C199360897 @default.
• W3183303265 hasConceptScore W3183303265C204321447 @default.
• W3183303265 hasConceptScore W3183303265C205649164 @default.
• W3183303265 hasConceptScore W3183303265C2524010 @default.
• W3183303265 hasConceptScore W3183303265C26517878 @default.
• W3183303265 hasConceptScore W3183303265C2778112365 @default.
• W3183303265 hasConceptScore W3183303265C2778770139 @default.
• W3183303265 hasConceptScore W3183303265C2780451532 @default.
• W3183303265 hasConceptScore W3183303265C33923547 @default.
• W3183303265 hasConceptScore W3183303265C38652104 @default.
• W3183303265 hasConceptScore W3183303265C41008148 @default.

• next